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Examples based on real world datasets — scikit-...
Influence Out-of-core classification of text documents Out-of-core classification...reconstruction with L1 prior (Lasso) Compressive sensing: tomography...scikit-learn.org/stable/auto_examples/applications/index.html -
RidgeClassifier — scikit-learn 1.7.2 documentation
‘cholesky’, ‘lsqr’, ‘sparse_cg’, ‘sag’, ‘saga’, ‘lbfgs’}, default=’auto’...n_samples / (n_classes * np.bincount(y)) . solver {‘auto’, ‘svd’, ‘cholesky’,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifier.html -
BayesianRidge — scikit-learn 1.7.2 documentation
= 0.001 , alpha_1 = 1e-06 , alpha_2 = 1e-06 , lambda_1 = 1e-06...linear_model . BayesianRidge () >>> clf . fit ([[ 0 , 0 ], [ 1 , 1 ], [...scikit-learn.org/stable/modules/generated/sklearn.linear_model.BayesianRidge.html -
ARDRegression — scikit-learn 1.7.2 documentation
= 0.001 , alpha_1 = 1e-06 , alpha_2 = 1e-06 , lambda_1 = 1e-06...linear_model . ARDRegression () >>> clf . fit ([[ 0 , 0 ], [ 1 , 1 ], [...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html -
TheilSenRegressor — scikit-learn 1.7.2 document...
predict ( X [: 1 ,]) array([-31.5871]) fit ( X , y ) [source] # Fit...of squares ((y_true - y_pred)** 2).sum() and \(v\) is the total...scikit-learn.org/stable/modules/generated/sklearn.linear_model.TheilSenRegressor.html -
PoissonRegressor — scikit-learn 1.7.2 documenta...
np.float64(0.990) >>> clf . coef_ array([0.121, 0.158]) >>> clf...], [ 3 , 4 ]]) array([10.676, 21.875]) fit ( X , y , sample_weight...scikit-learn.org/stable/modules/generated/sklearn.linear_model.PoissonRegressor.html -
poisson_gamma_tweedie_distributions.png
version3.1.1, http://matplotlib.org/ 1.0 1 8 8 8 8 0.2540005 true...keyword=Software, value=matplotlib version3.1.1, http://matplotlib.org/,...scikit-learn.org/stable/_images/poisson_gamma_tweedie_distributions.png -
fetch_file — scikit-learn 1.7.2 documentation
, sha256 = None , n_retries = 3 , delay = 1 ) [source] # Fetch...sklearn.datasets. fetch_file ( url , folder = None , local_filename = None ,...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_file.html -
fetch_species_distributions — scikit-learn 1.7....
9833, -15.9 )], dtype=[('species', 'S22'), ('dd long', '<f4'), ('dd...-16.3333), (b'microryzomys_minutus', -67.8833, -16.3 ), (b'm...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_species_distributions.html -
HashingVectorizer — scikit-learn 1.7.2 document...
input='content' , encoding='utf-8' , decode_error='strict' , strip_accents=None...ngram_range=(1 , 1) , analyzer='word' , n_features=1048576 , binary=False...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html